{"id":"W2908995279","doi":"10.1016/j.prro.2019.01.003","title":"Seroma Visualization and Implant Accuracy in Permanent Breast Seed Implant Brachytherapy","year":2019,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Victoria; Interior Health; BC Cancer Agency","funders":"BC Cancer Foundation; American Society for Radiation Oncology","keywords":"Medicine; Seroma; Implant; Breast implant; Brachytherapy; Visualization; Dentistry; Surgery; Radiation therapy; Complication; Data mining","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003114471,0.0003334746,0.0003247862,0.001070527,0.0002276529,0.001528796,0.0004574903,0.0006166971,0.002153875],"category_scores_gemma":[0.02036566,0.0004443403,0.0003869016,0.000375741,0.0008335753,0.001396348,0.000749914,0.0007255435,0.0003452743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004805251,"about_ca_system_score_gemma":0.0004990555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247339,"about_ca_topic_score_gemma":0.001012748,"domain_scores_codex":[0.9982929,0.0007362735,0.0001889942,0.0001824639,0.0004487014,0.0001507515],"domain_scores_gemma":[0.9820415,0.01293864,0.00222075,0.001303079,0.001165028,0.0003309385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02403879,0.000471101,0.4845995,0.001086994,0.0003995823,0.003854753,0.004369291,0.0108441,0.2332746,0.001686957,0.001108341,0.234266],"study_design_scores_gemma":[0.000181686,0.008191844,0.6660256,0.0002056031,0.001028367,0.03125598,0.00160914,0.04094143,0.2446487,0.001032139,0.004690754,0.0001887979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774585,0.005286774,0.01332949,0.0001404436,0.0001071724,0.00002061262,0.0001145831,0.0002344541,0.003307812],"genre_scores_gemma":[0.9974235,0.0003267881,0.001715443,0.00001938617,0.00001870803,0.000003916367,0.00003276155,0.00008280949,0.0003766421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003114471,"threshold_uncertainty_score":0.01647115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760173406330248,"score_gpt":0.3611524778343237,"score_spread":0.3435507437710212,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}